District-wise Profiling Report of Hispanic/Latino CS Course Takers

Dataset statistics

Number of variables	12
Number of observations	217
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.0 KiB
Average record size in memory	104.0 B

Variable types

Text	2
Numeric	10

Alerts

`All Grades` is highly overall correlated with `Total Students` and 2 other fields	High correlation
`Total Students` is highly overall correlated with `All Grades` and 4 other fields	High correlation
`Hispanic-Latino-%` is highly overall correlated with `All Grades`	High correlation
`High` is highly overall correlated with `All Grades` and 1 other fields	High correlation
`Tests Taken` is highly overall correlated with `Total Students` and 2 other fields	High correlation
`% Score 1-2` is highly overall correlated with `Total Students` and 2 other fields	High correlation
`% Score 3-5` is highly overall correlated with `Total Students` and 2 other fields	High correlation
`District Name_x` has unique values	Unique
`District Code` has unique values	Unique
`District Name_y` has unique values	Unique
`All Grades` has 22 (10.1%) zeros	Zeros
`Hispanic-Latino-%` has 22 (10.1%) zeros	Zeros
`Primary` has 210 (96.8%) zeros	Zeros
`Secondary` has 174 (80.2%) zeros	Zeros
`High` has 26 (12.0%) zeros	Zeros
`% Score 1-2` has 182 (83.9%) zeros	Zeros
`% Score 3-5` has 184 (84.8%) zeros	Zeros

Reproduction

Analysis started	2023-07-02 22:20:30.104514
Analysis finished	2023-07-02 22:20:36.653354
Duration	6.55 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

District Name_x
Text

UNIQUE

Distinct	217
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

Length

Max length	61
Median length	57
Mean length	15.847926
Min length	4

Characters and Unicode

Total characters	3439
Distinct characters	52
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	217 ?
Unique (%)	100.0%

Sample

1st row	Abington
2nd row	Academy Of the Pacific Rim Charter Public (District)
3rd row	Acton-Boxborough
4th row	Advanced Math and Science Academy Charter (District)
5th row	Amesbury

Value	Count	Frequency (%)
district	27	6.5%
charter	22	5.3%
regional	18	4.3%
vocational	15	3.6%
technical	15	3.6%
school	13	3.1%
academy	10	2.4%
public	6	1.4%
science	5	1.2%
north	5	1.2%
Other values (240)	282	67.5%

Most occurring characters

Value	Count	Frequency (%)
e	285	8.3%
o	274	8.0%
t	245	7.1%
a	236	6.9%
r	225	6.5%
i	211	6.1%
n	203	5.9%
	201	5.8%
l	189	5.5%
c	148	4.3%
Other values (42)	1222	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2734	79.5%
Uppercase Letter	439	12.8%
Space Separator	201	5.8%
Open Punctuation	23	0.7%
Close Punctuation	23	0.7%
Dash Punctuation	18	0.5%
Other Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	285	10.4%
o	274	10.0%
t	245	9.0%
a	236	8.6%
r	225	8.2%
i	211	7.7%
n	203	7.4%
l	189	6.9%
c	148	5.4%
h	125	4.6%
Other values (14)	593	21.7%

Uppercase Letter

Value	Count	Frequency (%)
S	49	11.2%
C	46	10.5%
D	38	8.7%
M	34	7.7%
R	29	6.6%
A	26	5.9%
W	25	5.7%
B	24	5.5%
T	24	5.5%
P	22	5.0%
Other values (13)	122	27.8%

Space Separator

Value	Count	Frequency (%)
	201	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	23	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	23	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3173	92.3%
Common	266	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	285	9.0%
o	274	8.6%
t	245	7.7%
a	236	7.4%
r	225	7.1%
i	211	6.6%
n	203	6.4%
l	189	6.0%
c	148	4.7%
h	125	3.9%
Other values (37)	1032	32.5%

Common

Value	Count	Frequency (%)
	201	75.6%
(	23	8.6%
)	23	8.6%
-	18	6.8%
'	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3439	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	285	8.3%
o	274	8.0%
t	245	7.1%
a	236	6.9%
r	225	6.5%
i	211	6.1%
n	203	5.9%
	201	5.8%
l	189	5.5%
c	148	4.3%
Other values (42)	1222	35.5%

District Code
Real number (ℝ)

UNIQUE

Distinct	217
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3635253.5

Minimum	0
Maximum	39020000
Zeros	1
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	292000
Q1	1410000
median	2620000
Q3	4910000
95-th percentile	8282000
Maximum	39020000
Range	39020000
Interquartile range (IQR)	3500000

Descriptive statistics

Standard deviation	4097032.9
Coefficient of variation (CV)	1.1270281
Kurtosis	40.215666
Mean	3635253.5
Median Absolute Deviation (MAD)	1630000
Skewness	5.2035929
Sum	7.8885 × 10⁸
Variance	1.6785679 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	1	0.5%
8550000	1	0.5%
2070000	1	0.5%
2110000	1	0.5%
2120000	1	0.5%
7350000	1	0.5%
2170000	1	0.5%
2100000	1	0.5%
7300000	1	0.5%
8530000	1	0.5%
Other values (207)	207	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.5%
10000	1	0.5%
70000	1	0.5%
90000	1	0.5%
100000	1	0.5%
140000	1	0.5%
160000	1	0.5%
170000	1	0.5%
200000	1	0.5%
230000	1	0.5%

Value	Count	Frequency (%)
39020000	1	0.5%
35060000	1	0.5%
8850000	1	0.5%
8780000	1	0.5%
8760000	1	0.5%
8730000	1	0.5%
8720000	1	0.5%
8550000	1	0.5%
8530000	1	0.5%
8320000	1	0.5%

All Grades
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	60
Distinct (%)	27.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.331797

Minimum	0
Maximum	6058
Zeros	22
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	7
Q3	20
95-th percentile	106.2
Maximum	6058
Range	6058
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	414.17732
Coefficient of variation (CV)	7.7660484
Kurtosis	207.25947
Mean	53.331797
Median Absolute Deviation (MAD)	6
Skewness	14.250082
Sum	11573
Variance	171542.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	10.1%
2	22	10.1%
1	18	8.3%
4	15	6.9%
5	11	5.1%
3	11	5.1%
8	9	4.1%
10	8	3.7%
7	6	2.8%
6	6	2.8%
Other values (50)	89	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	10.1%
1	18	8.3%
2	22	10.1%
3	11	5.1%
4	15	6.9%
5	11	5.1%
6	6	2.8%
7	6	2.8%
8	9	4.1%
9	6	2.8%

Value	Count	Frequency (%)
6058	1	0.5%
420	2	0.9%
395	1	0.5%
374	1	0.5%
259	1	0.5%
231	1	0.5%
177	1	0.5%
132	1	0.5%
127	1	0.5%
107	1	0.5%

Total Students
Real number (ℝ)

HIGH CORRELATION

Distinct	190
Distinct (%)	87.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1839.5115

Minimum	2
Maximum	210254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	2
5-th percentile	44
Q1	117
median	222
Q3	564
95-th percentile	4194.8
Maximum	210254
Range	210252
Interquartile range (IQR)	447

Descriptive statistics

Standard deviation	14388.88
Coefficient of variation (CV)	7.8221203
Kurtosis	206.48854
Mean	1839.5115
Median Absolute Deviation (MAD)	138
Skewness	14.214198
Sum	399174
Variance	2.0703988 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
216	3	1.4%
75	3	1.4%
63	3	1.4%
66	3	1.4%
309	2	0.9%
203	2	0.9%
401	2	0.9%
71	2	0.9%
44	2	0.9%
319	2	0.9%
Other values (180)	193	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.5%
10	1	0.5%
20	1	0.5%
23	1	0.5%
27	1	0.5%
30	1	0.5%
31	1	0.5%
33	1	0.5%
39	1	0.5%
42	1	0.5%

Value	Count	Frequency (%)
210254	1	0.5%
19147	1	0.5%
15302	1	0.5%
11822	1	0.5%
10801	1	0.5%
10499	1	0.5%
5446	1	0.5%
5365	1	0.5%
5286	1	0.5%
4893	1	0.5%

Hispanic-Latino-%
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	190
Distinct (%)	87.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1141796

Minimum	0
Maximum	52.586207
Zeros	22
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.1049724
median	2.4728589
Q3	5.8139535
95-th percentile	18.821378
Maximum	52.586207
Range	52.586207
Interquartile range (IQR)	4.7089811

Descriptive statistics

Standard deviation	7.4598356
Coefficient of variation (CV)	1.4586573
Kurtosis	11.923355
Mean	5.1141796
Median Absolute Deviation (MAD)	1.7429319
Skewness	3.0581902
Sum	1109.777
Variance	55.649146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	10.1%
2.314814815	2	0.9%
0.7407407407	2	0.9%
1.941747573	2	0.9%
4	2	0.9%
3.333333333	2	0.9%
2.272727273	2	0.9%
0.3558718861	1	0.5%
9.677419355	1	0.5%
39.83050847	1	0.5%
Other values (180)	180	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	10.1%
0.08312551953	1	0.5%
0.2173913043	1	0.5%
0.269541779	1	0.5%
0.3076923077	1	0.5%
0.3236245955	1	0.5%
0.347826087	1	0.5%
0.3546099291	1	0.5%
0.3558718861	1	0.5%
0.3614768913	1	0.5%

Value	Count	Frequency (%)
52.5862069	1	0.5%
39.83050847	1	0.5%
37.70014556	1	0.5%
35.13513514	1	0.5%
28.38427948	1	0.5%
27.11864407	1	0.5%
26.19047619	1	0.5%
23.80952381	1	0.5%
22.72727273	1	0.5%
20.83333333	1	0.5%

Primary
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9953917

Minimum	0
Maximum	326
Zeros	210
Zeros (%)	96.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	326
Range	326
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.770802
Coefficient of variation (CV)	8.6034831
Kurtosis	122.68019
Mean	2.9953917
Median Absolute Deviation (MAD)	0
Skewness	10.63056
Sum	650
Variance	664.13424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	210	96.8%
112	1	0.5%
12	1	0.5%
15	1	0.5%
13	1	0.5%
161	1	0.5%
11	1	0.5%
326	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	210	96.8%
11	1	0.5%
12	1	0.5%
13	1	0.5%
15	1	0.5%
112	1	0.5%
161	1	0.5%
326	1	0.5%

Value	Count	Frequency (%)
326	1	0.5%
161	1	0.5%
112	1	0.5%
15	1	0.5%
13	1	0.5%
12	1	0.5%
11	1	0.5%
0	210	96.8%

Secondary
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.700461

Minimum	0
Maximum	1639
Zeros	174
Zeros (%)	80.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34.2
Maximum	1639
Range	1639
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	113.63407
Coefficient of variation (CV)	8.2941786
Kurtosis	196.26937
Mean	13.700461
Median Absolute Deviation (MAD)	0
Skewness	13.731243
Sum	2973
Variance	12912.702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	174	80.2%
4	5	2.3%
1	3	1.4%
6	3	1.4%
2	2	0.9%
35	2	0.9%
10	2	0.9%
28	2	0.9%
5	2	0.9%
16	2	0.9%
Other values (20)	20	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	174	80.2%
1	3	1.4%
2	2	0.9%
3	1	0.5%
4	5	2.3%
5	2	0.9%
6	3	1.4%
7	1	0.5%
10	2	0.9%
11	1	0.5%

Value	Count	Frequency (%)
1639	1	0.5%
224	1	0.5%
208	1	0.5%
108	1	0.5%
104	1	0.5%
82	1	0.5%
77	1	0.5%
64	1	0.5%
42	1	0.5%
35	2	0.9%

High
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	48
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.635945

Minimum	0
Maximum	4093
Zeros	26
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	13
95-th percentile	93.6
Maximum	4093
Range	4093
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	280.16888
Coefficient of variation (CV)	7.6473771
Kurtosis	206.13867
Mean	36.635945
Median Absolute Deviation (MAD)	4
Skewness	14.198227
Sum	7950
Variance	78494.603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	26	12.0%
2	24	11.1%
1	19	8.8%
5	15	6.9%
4	14	6.5%
3	13	6.0%
8	10	4.6%
10	8	3.7%
11	7	3.2%
6	7	3.2%
Other values (38)	74	34.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	12.0%
1	19	8.8%
2	24	11.1%
3	13	6.0%
4	14	6.5%
5	15	6.9%
6	7	3.2%
7	7	3.2%
8	10	4.6%
9	6	2.8%

Value	Count	Frequency (%)
4093	1	0.5%
415	1	0.5%
291	1	0.5%
231	1	0.5%
177	1	0.5%
150	1	0.5%
132	1	0.5%
127	1	0.5%
107	1	0.5%
106	1	0.5%

District Name_y
Text

UNIQUE

Distinct	217
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

Length

Max length	61
Median length	57
Mean length	15.847926
Min length	4

Characters and Unicode

Total characters	3439
Distinct characters	52
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	217 ?
Unique (%)	100.0%

Sample

1st row	Abington
2nd row	Academy Of the Pacific Rim Charter Public (District)
3rd row	Acton-Boxborough
4th row	Advanced Math and Science Academy Charter (District)
5th row	Amesbury

Value	Count	Frequency (%)
district	27	6.5%
charter	22	5.3%
regional	18	4.3%
vocational	15	3.6%
technical	15	3.6%
school	13	3.1%
academy	10	2.4%
public	6	1.4%
science	5	1.2%
north	5	1.2%
Other values (240)	282	67.5%

Most occurring characters

Value	Count	Frequency (%)
e	285	8.3%
o	274	8.0%
t	245	7.1%
a	236	6.9%
r	225	6.5%
i	211	6.1%
n	203	5.9%
	201	5.8%
l	189	5.5%
c	148	4.3%
Other values (42)	1222	35.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2734	79.5%
Uppercase Letter	439	12.8%
Space Separator	201	5.8%
Open Punctuation	23	0.7%
Close Punctuation	23	0.7%
Dash Punctuation	18	0.5%
Other Punctuation	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	285	10.4%
o	274	10.0%
t	245	9.0%
a	236	8.6%
r	225	8.2%
i	211	7.7%
n	203	7.4%
l	189	6.9%
c	148	5.4%
h	125	4.6%
Other values (14)	593	21.7%

Uppercase Letter

Value	Count	Frequency (%)
S	49	11.2%
C	46	10.5%
D	38	8.7%
M	34	7.7%
R	29	6.6%
A	26	5.9%
W	25	5.7%
B	24	5.5%
T	24	5.5%
P	22	5.0%
Other values (13)	122	27.8%

Space Separator

Value	Count	Frequency (%)
	201	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	23	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	23	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3173	92.3%
Common	266	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	285	9.0%
o	274	8.6%
t	245	7.7%
a	236	7.4%
r	225	7.1%
i	211	6.6%
n	203	6.4%
l	189	6.0%
c	148	4.7%
h	125	3.9%
Other values (37)	1032	32.5%

Common

Value	Count	Frequency (%)
	201	75.6%
(	23	8.6%
)	23	8.6%
-	18	6.8%
'	1	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3439	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	285	8.3%
o	274	8.0%
t	245	7.1%
a	236	6.9%
r	225	6.5%
i	211	6.1%
n	203	5.9%
	201	5.8%
l	189	5.5%
c	148	4.3%
Other values (42)	1222	35.5%

Tests Taken
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.700461

Minimum	1
Maximum	1812
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	7
95-th percentile	30
Maximum	1812
Range	1811
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	124.34852
Coefficient of variation (CV)	7.4458134
Kurtosis	203.83952
Mean	16.700461
Median Absolute Deviation (MAD)	2
Skewness	14.096154
Sum	3624
Variance	15462.553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
2	50	23.0%
1	43	19.8%
3	29	13.4%
4	20	9.2%
5	13	6.0%
7	12	5.5%
6	7	3.2%
10	4	1.8%
8	4	1.8%
9	4	1.8%
Other values (25)	31	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	43	19.8%
2	50	23.0%
3	29	13.4%
4	20	9.2%
5	13	6.0%
6	7	3.2%
7	12	5.5%
8	4	1.8%
9	4	1.8%
10	4	1.8%

Value	Count	Frequency (%)
1812	1	0.5%
248	1	0.5%
100	1	0.5%
99	1	0.5%
98	1	0.5%
72	1	0.5%
70	1	0.5%
45	1	0.5%
39	1	0.5%
36	1	0.5%

% Score 1-2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.429493

Minimum	0
Maximum	100
Zeros	182
Zeros (%)	83.9%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	83.3
Maximum	100
Range	100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26.152809
Coefficient of variation (CV)	2.507582
Kurtosis	3.9505812
Mean	10.429493
Median Absolute Deviation (MAD)	0
Skewness	2.3416947
Sum	2263.2
Variance	683.9694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	182	83.9%
63	2	0.9%
100	2	0.9%
75	2	0.9%
83.3	2	0.9%
91.7	2	0.9%
81.8	1	0.5%
73.3	1	0.5%
60	1	0.5%
90	1	0.5%
Other values (21)	21	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	182	83.9%
5.3	1	0.5%
7.7	1	0.5%
10	1	0.5%
26.9	1	0.5%
28.6	1	0.5%
33.3	1	0.5%
35.7	1	0.5%
42.9	1	0.5%
45	1	0.5%

Value	Count	Frequency (%)
100	2	0.9%
94.9	1	0.5%
92	1	0.5%
91.7	2	0.9%
91.3	1	0.5%
90	1	0.5%
89.8	1	0.5%
84.2	1	0.5%
83.3	2	0.9%
81.8	1	0.5%

% Score 3-5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6995392

Minimum	0
Maximum	94.7
Zeros	184
Zeros (%)	84.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	43.76
Maximum	94.7
Range	94.7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16.894585
Coefficient of variation (CV)	2.9642019
Kurtosis	12.19878
Mean	5.6995392
Median Absolute Deviation (MAD)	0
Skewness	3.4681535
Sum	1236.8
Variance	285.42699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	184	84.8%
25	2	0.9%
8.3	2	0.9%
16.7	2	0.9%
37	2	0.9%
50	1	0.5%
18.2	1	0.5%
26.7	1	0.5%
40	1	0.5%
10	1	0.5%
Other values (20)	20	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	184	84.8%
5.1	1	0.5%
8	1	0.5%
8.3	2	0.9%
8.7	1	0.5%
10	1	0.5%
10.2	1	0.5%
15.8	1	0.5%
16.7	2	0.9%
18.2	1	0.5%

Value	Count	Frequency (%)
94.7	1	0.5%
92.3	1	0.5%
90	1	0.5%
73.1	1	0.5%
71.4	1	0.5%
66.7	1	0.5%
64.3	1	0.5%
57.1	1	0.5%
55	1	0.5%
50	1	0.5%

Auto

Heatmap
Table

	District Code	All Grades	Total Students	Hispanic-Latino-%	Primary	Secondary	High	Tests Taken	% Score 1-2	% Score 3-5
District Code	1.000	-0.232	-0.329	0.046	-0.114	-0.144	-0.204	-0.116	-0.139	-0.190
All Grades	-0.232	1.000	0.543	0.642	0.261	0.459	0.914	0.446	0.421	0.459
Total Students	-0.329	0.543	1.000	-0.187	0.079	0.042	0.609	0.590	0.536	0.518
Hispanic-Latino-%	0.046	0.642	-0.187	1.000	0.242	0.484	0.495	-0.030	-0.016	0.016
Primary	-0.114	0.261	0.079	0.242	1.000	0.343	0.173	0.132	0.197	0.222
Secondary	-0.144	0.459	0.042	0.484	0.343	1.000	0.158	0.110	0.087	0.097
High	-0.204	0.914	0.609	0.495	0.173	0.158	1.000	0.462	0.437	0.480
Tests Taken	-0.116	0.446	0.590	-0.030	0.132	0.110	0.462	1.000	0.642	0.619
% Score 1-2	-0.139	0.421	0.536	-0.016	0.197	0.087	0.437	0.642	1.000	0.937
% Score 3-5	-0.190	0.459	0.518	0.016	0.222	0.097	0.480	0.619	0.937	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	District Name_x	District Code	All Grades	Total Students	Hispanic-Latino-%	Secondary	High	District Name_y	Tests Taken
0	Abington	10000	1.0	281.0	0.355872	0.0	1.0	Abington	2.0
1	Academy Of the Pacific Rim Charter Public (District)	4120000	8.0	144.0	5.555556	0.0	8.0	Academy Of the Pacific Rim Charter Public (District)	5.0
2	Acton-Boxborough	6000000	3.0	379.0	0.791557	0.0	3.0	Acton-Boxborough	4.0
3	Advanced Math and Science Academy Charter (District)	4300000	26.0	74.0	35.135135	11.0	15.0	Advanced Math and Science Academy Charter (District)	3.0
4	Amesbury	70000	10.0	172.0	5.813953	0.0	10.0	Amesbury	1.0
5	Amherst-Pelham	6050000	65.0	229.0	28.384279	0.0	65.0	Amherst-Pelham	4.0
6	Andover	90000	9.0	470.0	1.914894	0.0	9.0	Andover	3.0
7	Arlington	100000	3.0	412.0	0.728155	0.0	3.0	Arlington	4.0
8	Ashland	140000	2.0	530.0	0.377358	0.0	2.0	Ashland	2.0
9	Atlantis Charter (District)	4910000	8.0	207.0	3.864734	0.0	8.0	Atlantis Charter (District)	1.0

	District Name_x	District Code	All Grades	Total Students	Hispanic-Latino-%	Primary	Secondary	High	District Name_y	Tests Taken	% Score 1-2	% Score 3-5
207	Weston	3300000	20.0	133.0	15.037594	0.0	18.0	2.0	Weston	2.0	0.0	0.0
208	Westport	3310000	2.0	66.0	3.030303	0.0	0.0	2.0	Westport	1.0	0.0	0.0
209	Westwood	3350000	4.0	155.0	2.580645	0.0	0.0	4.0	Westwood	1.0	0.0	0.0
210	Weymouth	3360000	12.0	788.0	1.522843	0.0	0.0	12.0	Weymouth	4.0	0.0	0.0
211	Whittier Regional Vocational Technical	8850000	0.0	323.0	0.000000	0.0	0.0	0.0	Whittier Regional Vocational Technical	3.0	0.0	0.0
212	Wilmington	3420000	1.0	148.0	0.675676	0.0	0.0	1.0	Wilmington	3.0	0.0	0.0
213	Winchester	3440000	1.0	152.0	0.657895	0.0	0.0	1.0	Winchester	6.0	0.0	0.0
214	Winthrop	3460000	13.0	339.0	3.834808	0.0	0.0	13.0	Winthrop	9.0	0.0	0.0
215	Worcester	3480000	127.0	10499.0	1.209639	0.0	0.0	127.0	Worcester	100.0	74.0	26.0
216	State Totals	0	6058.0	210254.0	2.881277	326.0	1639.0	4093.0	State Totals	1812.0	63.0	37.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample